What is a “Balanced” Description? Insight from Parents of Individuals with Down Syndrome
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Genetic counselors and parents of individuals with Down syndrome (DS) agree that descriptions of DS in prenatal settings should be "balanced." However, there is no consensus regarding what constitutes a balanced description of DS. A survey was designed in collaboration with, and sent to the membership of, the British Columbia based Lower Mainland Down Syndrome Society (N = 260). Respondents were asked how they would describe DS to a couple who have just received a prenatal diagnosis of the condition. We rated the descriptions provided for positivity/negativity. Completed surveys were returned by 101 members, the majority of whom were Caucasian (87%) and female (79%). Participants' descriptions of DS ranged from entirely positive (n = 5; 10%) to entirely negative (n = 4; 7%) in nature. Deriving a description of DS that would broadly be perceived as "balanced" may be impossible. Instead, it may be more important to explore the range of possibilities regarding the family experience of raising a child with DS using nonjudgmental terminology, and to help families evaluate these possibilities in the context of their own values, coping strategies, and support networks.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it